DocumentCode
41846
Title
An Efficient and Experimentally Tuned Software-Based Hardening Strategy for Matrix Multiplication on GPUs
Author
Rech, P. ; Aguiar, C. ; Frost, Christopher ; Carro, Luigi
Author_Institution
Inst. de Inf., Fed. Univ. of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
Volume
60
Issue
4
fYear
2013
fDate
Aug. 2013
Firstpage
2797
Lastpage
2804
Abstract
Neutron radiation experiment results on matrix multiplication on graphic processing units (GPUs) show that multiple errors are detected at the output in more than 50% of the cases. In the presence of multiple errors, the available hardening strategies may become ineffective or inefficient. Analyzing radiation-induced error distributions, we developed an optimized and experimentally tuned software-based hardening strategy for GPUs. With fault-injection simulations, we compare the performance and correcting capabilities of the proposed technique with the available ones.
Keywords
graphics processing units; matrix algebra; neutron effects; radiation hardening (electronics); GPU; fault-injection simulations; graphic processing units; matrix multiplication; multiple errors; neutron radiation; radiation-induced error distributions; software-based hardening strategy; Algorithm design and analysis; Error analysis; Graphics processing units; Instruction sets; Neutrons; Radiation hardening (electronics); Vectors; Graphic processing unit (GPU); matrix multiplication; neutron radiation testing; software-based hardening;
fLanguage
English
Journal_Title
Nuclear Science, IEEE Transactions on
Publisher
ieee
ISSN
0018-9499
Type
jour
DOI
10.1109/TNS.2013.2252625
Filename
6510503
Link To Document